Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "168" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 241 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 226 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
--------------------------------------------------------------------------- KeyError Traceback (most recent call last) ~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance) 3360 try: -> 3361 return self._engine.get_loc(casted_key) 3362 except KeyError as err: ~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc() ~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc() pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item() pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item() KeyError: 'Ant' The above exception was the direct cause of the following exception: KeyError Traceback (most recent call last) /tmp/ipykernel_21251/3863632283.py in <module> 8 # Add this day to the antenna 9 row = df.loc[n] ---> 10 antnum = row['Ant'] 11 if antnum != int(antenna): 12 continue ~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in __getitem__(self, key) 940 941 elif key_is_scalar: --> 942 return self._get_value(key) 943 944 if is_hashable(key): ~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in _get_value(self, label, takeable) 1049 1050 # Similar to Index.get_value, but we do not fall back to positional -> 1051 loc = self.index.get_loc(label) 1052 return self.index._get_values_for_loc(self, loc, label) 1053 ~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance) 3361 return self._engine.get_loc(casted_key) 3362 except KeyError as err: -> 3363 raise KeyError(key) from err 3364 3365 if is_scalar(key) and isna(key) and not self.hasnans: KeyError: 'Ant'
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 100.705944 | 101.863667 | inf | inf | 26.730989 | 28.913207 | 87.835213 | 72.995018 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459593 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.039876 | 4.478792 | 15.700434 | 23.590697 | 7.836884 | 22.366012 | 4.701088 | 6.404613 | 0.6997 | 0.6828 | 0.3004 | 7.309773 | 6.254506 |
| 2459592 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 3.298798 | 3.846913 | 49.923802 | 57.508120 | 22.200843 | 10.846877 | -0.721780 | 0.226002 | 0.7824 | 0.7913 | 0.3556 | nan | nan |
| 2459591 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.344336 | 6.937756 | 18.319946 | 27.961797 | 7.463235 | 19.455651 | -1.347513 | -1.922232 | 0.6602 | 0.6600 | 0.3861 | 4.539158 | 3.947270 |
| 2459590 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 360.404950 | 360.088372 | inf | inf | 32.149233 | 34.154669 | 243.097684 | 234.332137 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459589 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 336.443580 | 336.331331 | inf | inf | 44.064714 | 45.309840 | 327.802453 | 324.294812 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459588 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 214.904666 | 214.260505 | inf | inf | 21.466608 | 24.114422 | 19.776800 | 18.274693 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459587 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 4.682510 | 7.350044 | 26.427361 | 39.331548 | 1.347337 | 3.770879 | -1.778252 | -2.006366 | nan | nan | nan | 7.909081 | 8.456048 |
| 2459586 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.747176 | 2.835189 | 0.374394 | 3.447625 | 5.406164 | 6.936645 | -0.920794 | -1.266243 | 0.6615 | 0.6609 | 0.3701 | 4.937915 | 4.097292 |
| 2459585 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 34.790137 | 36.293061 | 20.905191 | 24.137316 | 6.744252 | 7.985460 | 0.543621 | -1.036464 | 0.7343 | 0.7377 | 0.2900 | 0.000000 | 0.000000 |
| 2459584 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 13.366537 | 17.606706 | 28.418459 | 40.080907 | 7.534234 | 12.905888 | 49.947422 | 47.418754 | 0.6147 | 0.6189 | 0.3774 | 11.265064 | 3.436781 |
| 2459583 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.406541 | 6.427691 | 7.943521 | 11.779682 | 4.696318 | 13.807282 | -1.024106 | -1.523183 | 0.6571 | 0.6545 | 0.4019 | 5.933506 | 4.867360 |
| 2459582 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.839804 | 6.211805 | 8.322946 | 10.978748 | 7.490109 | 18.286637 | -1.332918 | -1.581424 | 0.6674 | 0.6643 | 0.3894 | 7.400451 | 6.009573 |
| 2459581 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.865333 | 8.734379 | 7.573191 | 11.816802 | 4.507830 | 14.081950 | -1.108214 | -1.059461 | 0.6646 | 0.6618 | 0.3996 | 4.944162 | 4.087394 |
| 2459580 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.889524 | 6.437122 | 8.605207 | 12.203145 | 5.236794 | 14.878743 | -1.234908 | -0.895816 | 0.6680 | 0.6653 | 0.3933 | 10.282117 | 7.491074 |
| 2459579 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.673200 | 6.436157 | 9.881861 | 13.884266 | 6.095718 | 16.637260 | -1.824028 | -1.806098 | 0.6604 | 0.6570 | 0.4015 | 14.995089 | 11.056179 |
| 2459578 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 4.776221 | 4.604534 | 28.361469 | 32.340742 | 15.076549 | 12.015639 | 7.318549 | 7.421131 | 0.7851 | 0.8033 | 0.3696 | nan | nan |
| 2459577 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.561430 | 8.178789 | 7.229803 | 10.883078 | 5.289901 | 15.552898 | -1.480496 | -1.413223 | 0.6651 | 0.6636 | 0.3904 | 9.490370 | 7.160662 |
| 2459576 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.721899 | 6.197732 | 5.519035 | 7.995658 | 5.394419 | 13.781802 | -1.368319 | -1.165008 | 0.6848 | 0.6821 | 0.3959 | 6.054463 | 4.803924 |
| 2459575 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.623417 | 5.003151 | 5.711336 | 8.489396 | 4.411013 | 10.410185 | 4.490916 | 5.273663 | 0.7456 | 0.7343 | 0.3568 | 9.340828 | 7.163404 |
| 2459574 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459573 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.738653 | 7.437920 | 11.680714 | 16.016845 | 8.253919 | 18.401081 | -1.734303 | -1.569448 | 0.6820 | 0.6793 | 0.3939 | 10.912280 | 6.287040 |
| 2459572 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.907905 | 6.506490 | 5.435054 | 7.993790 | 4.042795 | 10.979470 | -2.222262 | -2.455888 | 0.6937 | 0.6911 | 0.3829 | 10.995187 | 7.308781 |
| 2459571 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 4.149454 | 4.103761 | 29.653198 | 33.211482 | 56.564827 | 30.365537 | 8.645761 | 1.796219 | 0.7167 | 0.7286 | 0.3496 | nan | nan |
| 2459570 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459569 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459566 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.627340 | 6.691019 | 7.396182 | 11.091051 | 5.381062 | 13.344270 | -0.840322 | -1.651365 | 0.6846 | 0.6847 | 0.4068 | 5.853260 | 4.519443 |
| 2459565 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | 0.751415 | 0.751415 | 0.674491 | 0.674491 | 0.881824 | 0.881824 | 0.311291 | 0.311291 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.331982 | 3.646966 | 0.100334 | 3.102180 | -1.609078 | -0.046599 | -0.538953 | -1.513228 | 0.6903 | 0.6873 | 0.4009 | 5.159713 | 4.495530 |
| 2459563 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.036223 | 7.240934 | 16.021087 | 23.319387 | 5.630609 | 13.890688 | -0.519048 | -1.702307 | 0.6932 | 0.6937 | 0.3918 | 8.292630 | 5.667146 |
| 2459562 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.010243 | 2.056626 | -0.923270 | 0.827314 | -2.403189 | -0.493645 | -0.145366 | -1.124217 | 0.6971 | 0.7002 | 0.3861 | 5.242897 | 4.565866 |
| 2459561 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459560 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.211789 | 2.293092 | -0.822691 | 1.183988 | -1.842920 | 0.089397 | -0.483442 | -1.770164 | 0.6900 | 0.6898 | 0.4078 | 5.153908 | 4.552933 |
| 2459559 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.821677 | 3.206758 | -0.213889 | 1.709288 | -1.689479 | 0.534353 | -0.958626 | -1.502552 | 0.6890 | 0.6939 | 0.3955 | 4.106806 | 3.815024 |
| 2459558 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.162910 | 7.390236 | 8.536635 | 12.128596 | 5.279775 | 13.839927 | -0.916388 | -1.926452 | 0.6944 | 0.6916 | 0.4023 | 16.305355 | 10.998496 |
| 2459557 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.8348 | 0.8361 | 0.2723 | nan | nan |
| 2459556 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459554 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.6951 | 0.6955 | 0.4029 | nan | nan |
| 2459553 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.6932 | 0.6929 | 0.4017 | nan | nan |
| 2459552 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 5.711454 | 10.192373 | 11.746201 | 17.444946 | 11.008820 | 22.506328 | -0.206620 | 0.212591 | 0.6950 | 0.6908 | 0.4023 | 7.672479 | 5.491670 |
| 2459551 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.446445 | 2.564004 | -0.621436 | 1.506021 | -2.883497 | 0.244429 | -0.891954 | -1.849732 | 0.6889 | 0.6928 | 0.4038 | 4.296426 | 3.859297 |
| 2459550 | RF_maintenance | - | 28.01% | 28.01% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.5580 | 0.5720 | 0.2473 | nan | nan |
| 2459549 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.920442 | 7.309071 | 8.568392 | 12.822560 | 5.424363 | 14.056319 | -1.685668 | -2.322412 | 0.6902 | 0.6919 | 0.4140 | 4.535831 | 3.894090 |
| 2459542 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.406869 | 7.478053 | 17.247737 | 25.541500 | -0.154523 | 1.204364 | -1.838909 | -2.152285 | 0.7581 | 0.7548 | 0.3491 | 17.211383 | 13.972790 |
| 2459541 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459540 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459536 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.715375 | 11.833976 | 14.856692 | 21.422334 | 11.632283 | 21.045372 | -2.789642 | -4.322330 | 0.7052 | 0.7055 | 0.4439 | 0.000000 | 0.000000 |
| 2459535 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.021451 | 2.715767 | 0.462172 | 2.256234 | -2.517085 | 1.716407 | -1.374988 | -1.708748 | 0.7780 | 0.7613 | 0.3760 | 0.847277 | 0.849978 |
| 2459534 | RF_maintenance | 100.00% | 0.00% | 2.68% | 0.00% | 100.00% | 0.00% | 0.476227 | 2.215627 | -0.530410 | 0.919963 | -0.926241 | 25.600035 | 0.227521 | 0.185444 | 0.7631 | 0.7144 | 0.4005 | 17.007684 | 16.112126 |
| 2459533 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.766710 | 8.081799 | 8.831642 | 12.946699 | 5.380346 | 12.918271 | 0.812574 | -2.422392 | 0.6933 | 0.7006 | 0.4288 | 0.000000 | 0.000000 |
| 2459532 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 5.279205 | 9.383441 | 11.668081 | 16.661994 | 6.801773 | 16.225295 | -1.127220 | -2.394209 | 0.7026 | 0.7066 | 0.4211 | 33.419498 | 15.381635 |
| 2459530 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.258128 | 2.594388 | -0.461194 | 1.231345 | -2.805616 | 0.356628 | -1.443113 | -1.604309 | 0.7206 | 0.7191 | 0.4155 | 0.871660 | 0.863874 |
| 2459527 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459523 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459522 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459513 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 4.925329 | 5.251196 | 28.063214 | 31.456903 | 13.241498 | 17.737782 | 3.571506 | 5.562909 | 0.8806 | 0.9162 | 0.2128 | nan | nan |
| 2459508 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.147445 | 4.308617 | 4.783629 | 6.025257 | 2.999362 | 4.914440 | 4.046084 | 7.330183 | 0.9147 | 0.9516 | 0.1821 | 0.000000 | 0.000000 |
| 2459505 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.405375 | 2.809498 | 4.399022 | 7.495974 | 0.106337 | 3.452205 | -0.098029 | -0.862267 | 0.8927 | 0.8641 | 0.1862 | 24.537039 | 22.255716 |
| 2459503 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 5.565464 | 6.806339 | 5.760044 | 8.770196 | 7.400847 | 14.661532 | 1.057522 | -1.136762 | 0.0421 | 0.1024 | 0.0053 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶htmls_to_display = []
for am_html in auto_metric_htmls:
html_to_display = ''
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
htmls_to_display.append(html_to_display)
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.
for i, html_to_display in enumerate(htmls_to_display):
if i == 100:
break
display(HTML(html_to_display))
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Temporal Variability | 39.867913 | 25.213523 | 21.113084 | 27.931902 | 24.118267 | 39.867913 | 34.835205 | 4.700180 | 1.891743 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Temporal Variability | 42.616393 | 21.844344 | 18.179466 | 29.389859 | 25.186154 | 42.616393 | 37.646485 | 0.001633 | -0.110027 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Temporal Variability | 27.520744 | 17.692196 | 21.308936 | 20.797491 | 24.771744 | 24.017147 | 27.520744 | 4.658287 | 6.474562 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Temporal Variability | 41.346745 | 22.422752 | 19.081223 | 29.658287 | 26.129801 | 41.346745 | 38.482556 | -0.244181 | 0.290582 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 42.665706 | 12.763128 | 10.904023 | 42.665706 | 37.336481 | 36.171040 | 32.279688 | -1.886599 | -1.274028 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Temporal Variability | 39.340348 | 16.662459 | 19.544405 | 28.597433 | 33.250262 | 36.248063 | 39.340348 | -0.884704 | -1.190353 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Temporal Variability | 17.973335 | 16.429071 | 14.075952 | 9.051914 | 8.156356 | 17.973335 | 16.923907 | -1.088608 | -1.262646 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Shape | 15.105988 | 15.105988 | 13.465399 | 4.486343 | 4.228381 | 10.116165 | 9.618051 | -1.003516 | -1.187676 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Shape | 2.054095 | 1.750877 | 2.054095 | 0.642821 | 1.015873 | -0.843917 | -0.167012 | -1.869875 | -2.070388 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Temporal Variability | 17.726976 | 9.881243 | 8.545584 | 6.984341 | 6.255708 | 17.726976 | 16.040957 | -4.010474 | -3.316348 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Temporal Variability | 28.487382 | 6.797435 | 9.155446 | 6.797118 | 8.375117 | 21.203733 | 28.487382 | -4.968538 | -7.197997 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Temporal Variability | 12.946036 | 6.973455 | 4.466967 | 12.612700 | 8.374727 | 12.946036 | 8.833684 | -3.660677 | -2.647748 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 2.915709 | 1.830384 | 2.672018 | 1.806829 | 2.915709 | 0.868129 | 1.940326 | -2.245047 | -2.424742 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 2.871749 | 2.534130 | 1.592183 | 2.871749 | 1.569765 | 1.839023 | 0.906275 | -2.115391 | -1.552210 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 9.034367 | 6.458919 | 3.951501 | 9.034367 | 5.957236 | 8.471124 | 5.909976 | -3.135676 | -1.985103 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 11.672210 | 7.414593 | 5.000803 | 11.672210 | 8.095516 | 11.162909 | 7.828146 | -2.390768 | -1.715716 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 12.808668 | 5.017831 | 7.802830 | 8.982859 | 12.808668 | 7.970962 | 10.437947 | -3.665326 | -4.810854 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Shape | 3.532929 | 2.134793 | 3.532929 | 1.892837 | 3.301877 | 0.682775 | 2.369428 | -2.198180 | -2.409710 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Shape | 3.134628 | 3.134628 | 1.680603 | 2.850108 | 1.421460 | 1.970989 | 0.184233 | -2.336981 | -1.261674 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 15.507298 | 9.091542 | 5.971819 | 15.507298 | 10.701216 | 11.002103 | 8.943461 | -4.431008 | -3.420198 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | ee Power | inf | 707.737884 | 430.793868 | inf | inf | 5669.522737 | 2630.815612 | 23421.046247 | 9825.946052 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 10.064376 | 7.099142 | 4.445868 | 10.064376 | 6.659567 | 8.234368 | 5.278006 | -5.159291 | -3.601778 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Temporal Variability | 18.135382 | 5.313171 | 7.743524 | 9.042318 | 12.390245 | 15.134009 | 18.135382 | -5.267574 | -6.162790 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Shape | 1.555434 | 0.618456 | 1.555434 | 0.365644 | 1.271777 | -0.477567 | 0.892180 | -1.380347 | -1.832299 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 5.171920 | 2.861395 | 4.071562 | 3.685536 | 5.171920 | 2.440509 | 2.942940 | -2.123687 | -2.033706 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 4.694885 | 3.018285 | 1.805234 | 4.694885 | 3.045064 | 3.543530 | 2.443848 | -2.281817 | -1.800816 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Temporal Variability | 4.583805 | 3.032959 | 4.224359 | 2.670058 | 4.303581 | 3.056289 | 4.583805 | -1.324299 | -1.696608 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 3.597238 | 2.362635 | 2.922804 | 2.456394 | 3.597238 | 2.535782 | 3.002460 | -0.306856 | -2.488905 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 4.701868 | 4.057430 | 3.177063 | 4.701868 | 3.091225 | 3.961906 | 2.449124 | -2.701589 | -1.350894 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 15.164836 | 5.031121 | 6.494326 | 10.148384 | 15.164836 | 10.338728 | 12.311572 | -1.818238 | -2.685817 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Temporal Variability | 17.548695 | 6.002212 | 8.386379 | 9.512792 | 13.717511 | 12.187882 | 17.548695 | -1.237171 | -2.279443 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 4.355216 | 3.060816 | 4.077969 | 2.650736 | 4.355216 | 1.843136 | 2.425059 | -1.379813 | -3.044718 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 7.401133 | 3.430657 | 4.363265 | 5.145837 | 7.401133 | 3.147018 | 5.279460 | -2.408807 | -3.261642 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 34.018716 | 22.244756 | 22.570278 | 31.755266 | 34.018716 | 22.926272 | 12.553662 | 3.002907 | 3.475623 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | Not Found | nn Power | 50.423638 | 41.215259 | 41.787222 | 50.423638 | 45.993401 | 4.577842 | 14.233198 | -3.351424 | -1.643897 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Shape | 3.729403 | 3.729403 | 3.000157 | 3.485663 | 2.240381 | 3.127104 | 1.480403 | -3.374071 | -1.689275 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 35.110405 | 23.926537 | 25.021259 | 32.538197 | 35.110405 | 4.882123 | 4.565522 | 10.229889 | 22.860173 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 21.771676 | 5.410164 | 7.713620 | 15.288628 | 21.771676 | 12.358866 | 17.101146 | -2.726176 | -3.646964 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 48.887028 | 25.956113 | 26.531820 | 44.924786 | 48.887028 | 25.180004 | 9.029577 | -1.595257 | -4.339889 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 63.234267 | 50.375908 | 50.363457 | 63.234267 | 58.284551 | 20.600095 | 42.768170 | 2.477981 | 2.392186 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 65.795138 | 28.931856 | 30.149225 | 61.290382 | 65.795138 | 29.148947 | 14.048318 | 0.738669 | 6.591264 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 19.289915 | 5.194790 | 6.039070 | 14.000956 | 19.289915 | 9.716559 | 14.512264 | -3.544817 | -4.058113 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 5.254314 | 3.786567 | 2.801441 | 5.254314 | 3.715451 | 4.577449 | 3.207693 | -2.455148 | -1.754764 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 34.308110 | 24.659413 | 23.842834 | 34.308110 | 31.835045 | 11.905983 | 26.196172 | -4.653544 | -1.850245 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 34.959682 | 22.032504 | 21.476389 | 34.959682 | 32.395240 | 3.808128 | 11.200174 | -6.301135 | -3.370952 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 37.485417 | 28.627194 | 27.724034 | 37.485417 | 35.072356 | 7.195052 | 15.631240 | -3.630995 | -1.028185 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Temporal Variability | 22.080870 | 6.060313 | 5.468991 | 14.417988 | 10.842265 | 22.080870 | 13.060640 | -3.239192 | -2.522630 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 35.075290 | 21.580187 | 22.031515 | 32.471123 | 35.075290 | 15.362559 | 6.476195 | 4.152361 | -0.565416 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 36.412570 | 20.015631 | 19.662138 | 36.412570 | 33.439492 | 14.491939 | 29.284749 | -2.838035 | 1.116963 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | ee Temporal Variability | 29.291500 | 14.930593 | 14.676563 | 27.180036 | 24.954286 | 14.927456 | 29.291500 | -5.767265 | -0.997200 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 32.859617 | 21.439575 | 21.163790 | 32.859617 | 30.697263 | 8.399020 | 27.069099 | -7.704964 | -3.655162 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | ee Temporal Variability | 43.230319 | 17.363293 | 17.228150 | 30.162502 | 28.562196 | 20.962729 | 43.230319 | -3.694348 | -1.809799 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 16.217926 | 6.238933 | 9.134010 | 10.854366 | 16.217926 | 9.815850 | 14.014468 | -3.150586 | -4.279473 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | ee Temporal Variability | 53.140710 | 15.079600 | 15.326302 | 29.611223 | 32.239672 | 53.140710 | 31.870293 | 2.391382 | -0.356228 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | ee Temporal Variability | 59.427055 | 17.134725 | 16.723649 | 27.741201 | 25.515599 | 35.274547 | 59.427055 | -1.937079 | 1.193075 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 36.459163 | 19.014222 | 19.747270 | 33.338258 | 36.459163 | 27.332536 | 15.073318 | 3.560922 | -2.081640 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 28.377207 | 18.597229 | 19.399594 | 25.972532 | 28.377207 | 25.098934 | 13.610263 | 0.460223 | -4.337651 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | ee Temporal Variability | 38.190703 | 16.847047 | 17.375487 | 25.613765 | 27.962222 | 38.190703 | 22.044005 | 2.623728 | -3.503846 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Temporal Variability | 16.359652 | 5.239986 | 7.266942 | 11.523343 | 16.121596 | 12.097743 | 16.359652 | -2.901780 | -4.641180 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 33.314692 | 22.295625 | 21.650525 | 33.314692 | 30.349626 | 14.132098 | 25.232363 | 3.128200 | 7.362695 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 17.069449 | 8.408966 | 5.403830 | 17.069449 | 11.329310 | 15.060652 | 9.212128 | -0.629353 | -0.538964 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 17.495829 | 5.436604 | 5.536456 | 17.495829 | 15.758185 | 0.178959 | 2.234550 | -0.742313 | 0.500562 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | ee Temporal Variability | 22.436016 | 5.422573 | 5.417916 | 21.603877 | 19.416744 | 13.510548 | 22.436016 | 1.728526 | 3.244520 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | ee Shape | 1.249991 | 1.179808 | 1.249991 | -0.332267 | -0.656744 | -0.672826 | -0.523907 | -3.604181 | -2.260352 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | ee Temporal Variability | 29.940498 | 4.468858 | 4.607729 | 18.591384 | 17.109697 | 13.622035 | 29.940498 | -3.030423 | -1.135180 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 43.835532 | 18.976528 | 18.290143 | 43.835532 | 39.537418 | 9.163748 | 13.843532 | 4.360908 | 7.904579 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 55.469103 | 16.986924 | 16.144432 | 55.469103 | 50.079601 | 1.783431 | 6.590286 | -10.711764 | -5.154161 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 15.262194 | 2.402899 | 4.051354 | 10.935816 | 15.262194 | 2.304280 | 6.988792 | -2.818587 | -4.498919 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 7.578986 | 4.141687 | 2.555701 | 7.578986 | 5.135903 | 6.937398 | 1.719726 | -3.358743 | -2.234838 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | ee Temporal Discontinuties | 16215.789562 | 5257.334802 | 5257.334802 | 4907.870816 | 4907.870816 | 3320.613844 | 3320.613844 | 16215.789562 | 16215.789562 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Temporal Discontinuties | 3679.198793 | 1007.303184 | 1007.303184 | 904.289349 | 904.289349 | 922.067664 | 922.067664 | 3679.198793 | 3679.198793 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | ee Temporal Discontinuties | 2392.411631 | 749.362140 | 749.362140 | 727.851561 | 727.851561 | 722.195645 | 722.195645 | 2392.411631 | 2392.411631 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Temporal Variability | 12.515925 | 7.777793 | 5.665520 | 10.639516 | 7.441688 | 12.515925 | 8.393153 | -2.646722 | -1.077025 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | 15 | RF_maintenance | nn Power | 16.058312 | 1.725872 | 4.367545 | 11.264776 | 16.058312 | 9.270509 | 10.490829 | 12.841546 | 15.530497 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | 15 | RF_maintenance | nn Temporal Discontinuties | 8.015555 | 4.485845 | 5.892119 | 5.445554 | 7.987500 | 1.971418 | 4.826712 | 4.947772 | 8.015555 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | 15 | RF_maintenance | nn Power | 16.306959 | 2.990448 | 5.075949 | 11.653915 | 16.306959 | 2.325565 | 4.008983 | -3.871560 | -5.080008 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | 15 | RF_maintenance | nn Power | 18.130221 | 3.870553 | 6.697013 | 12.448761 | 18.130221 | 6.687950 | 7.794746 | -3.065738 | -5.517154 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | 15 | RF_maintenance | nn Temporal Variability | 17.212532 | 2.947643 | 4.776787 | 7.375281 | 11.281437 | 7.675697 | 17.212532 | -2.490064 | -3.976478 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | 15 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | 15 | RF_maintenance | nn Power | 15.021758 | 5.702399 | 3.185890 | 15.021758 | 10.380989 | 1.838871 | -2.302895 | -4.974008 | -5.894193 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | 15 | RF_maintenance | nn Power | 11.453044 | 5.803535 | 3.155157 | 11.453044 | 7.535472 | 5.232082 | 3.608050 | -1.681869 | -1.449606 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | 15 | RF_maintenance | nn Power | 10.693000 | 6.807877 | 4.023875 | 10.693000 | 7.079331 | 5.189807 | 3.542408 | -1.803110 | -1.373268 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | 15 | RF_maintenance | nn Power | 14.252550 | 3.877092 | 6.745277 | 9.742529 | 14.252550 | 2.430038 | 3.480994 | -0.998011 | -1.672808 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | 15 | RF_maintenance | nn Power | 15.364104 | 6.101418 | 4.004653 | 15.364104 | 10.979591 | 11.726923 | 5.404523 | -2.791389 | -1.018739 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | 15 | RF_maintenance | nn Temporal Variability | 13.862080 | 3.741768 | 5.828978 | 9.318153 | 13.191204 | 8.050391 | 13.862080 | 0.277038 | -2.296610 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | 15 | RF_maintenance | nn Power | 14.194699 | 6.528399 | 4.230178 | 14.194699 | 10.223967 | 9.504114 | 5.049319 | -1.998934 | 0.589035 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | 15 | RF_maintenance | nn Temporal Variability | 20.892978 | 5.920587 | 8.201218 | 10.106988 | 14.483609 | 12.690339 | 20.892978 | -0.502142 | -2.328888 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | 15 | RF_maintenance | nn Power | 14.295697 | 5.744368 | 3.542793 | 14.295697 | 10.107799 | 6.033172 | 3.512062 | -1.857558 | 0.049822 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | 15 | RF_maintenance | nn Temporal Variability | 23.927298 | 7.087960 | 5.226901 | 12.818232 | 8.836361 | 23.927298 | 11.761529 | -3.776725 | -2.269540 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | 15 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | 15 | RF_maintenance | nn Power | 72.947041 | 22.405984 | 20.818398 | 72.947041 | 66.338302 | 7.823009 | 16.361356 | 2.053911 | 11.507074 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | 15 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | 15 | RF_maintenance | nn Power | 14.785214 | 4.619104 | 6.846470 | 10.180134 | 14.785214 | 4.659280 | 12.382591 | -3.768159 | -5.720006 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | 15 | RF_maintenance | nn Temporal Discontinuties | 3.437480 | -0.760136 | 0.770445 | 0.109917 | -0.635847 | -0.751294 | 0.352481 | 0.107893 | 3.437480 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | 15 | RF_maintenance | nn Temporal Variability | 36.916071 | 8.550815 | 6.018555 | 23.951770 | 16.200702 | 36.916071 | 22.663661 | -2.942760 | 0.408733 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | 15 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | 15 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | 15 | RF_maintenance | nn Temporal Variability | 21.555799 | 3.966684 | 5.787515 | 12.392906 | 17.775520 | 13.235199 | 21.555799 | 1.191773 | 0.005835 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | 15 | RF_maintenance | nn Temporal Variability | 21.989757 | 6.405995 | 4.497475 | 14.512472 | 9.988395 | 21.989757 | 13.401821 | -4.483239 | -2.819728 |